{
 "cells": [
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-10T05:31:46.551485Z",
     "start_time": "2025-06-10T05:31:46.062898Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import sklearn\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from matplotlib import font_manager\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.model_selection import cross_val_score, GridSearchCV\n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
    "import seaborn as sns\n",
    "import time\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams[\"font.sans-serif\"] = [\"SimHei\"]  # 使用黑体字体\n",
    "plt.rcParams[\"axes.unicode_minus\"] = False"
   ],
   "id": "e6b9916ed40d2a04",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "78e5f9c87b53f0e3"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "4c9a1d26b5380a83"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-10T05:31:46.583485Z",
     "start_time": "2025-06-10T05:31:46.564486Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def unpickle(file):\n",
    "    import pickle\n",
    "\n",
    "    with open(file, \"rb\") as fo:\n",
    "        dict = pickle.load(fo, encoding=\"bytes\")\n",
    "    return dict"
   ],
   "id": "1472876bca0e88f7",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-10T05:31:46.679502Z",
     "start_time": "2025-06-10T05:31:46.592485Z"
    }
   },
   "cell_type": "code",
   "source": [
    "batch1 = unpickle(\"D:\\桌面\\cifar-10-batches-py\\data_batch_1\")\n",
    "print(\"Labels:\")\n",
    "print(batch1[b\"labels\"])\n",
    "print(\"Data:\")\n",
    "print(batch1[b\"data\"])"
   ],
   "id": "a891eef2fa7fdf9f",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Labels:\n",
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1, 2, 9, 2, 2, 1, 6, 3, 9, 1, 1, 5]\n",
      "Data:\n",
      "[[ 59  43  50 ... 140  84  72]\n",
      " [154 126 105 ... 139 142 144]\n",
      " [255 253 253 ...  83  83  84]\n",
      " ...\n",
      " [ 71  60  74 ...  68  69  68]\n",
      " [250 254 211 ... 215 255 254]\n",
      " [ 62  61  60 ... 130 130 131]]\n"
     ]
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "使用逻辑回归",
   "id": "619c32b4942bf996"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-10T05:31:47.041872Z",
     "start_time": "2025-06-10T05:31:46.916701Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 准备数据进行逻辑回归训练和评估\n",
    "# CIFAR-10数据集包含10个类别，每个样本是32x32x3的彩色图像，展平后为3072维特征\n",
    "\n",
    "# 提取训练数据和标签\n",
    "batches = []\n",
    "for i in range(1, 6):\n",
    "    batch = unpickle(f\"D:\\桌面\\cifar-10-batches-py\\data_batch_{i}\")\n",
    "    batches.append(batch)\n",
    "data = np.concatenate([batch[b\"data\"] for batch in batches], axis=0)\n",
    "labels = np.concatenate([batch[b\"labels\"] for batch in batches], axis=0)\n",
    "# 将数据分为训练集和测试集\n",
    "# 划分比例：80%训练集，20%测试集\n",
    "data_len = data.shape[0]\n",
    "train_data_len = int(data_len * 0.8)\n",
    "test_data_len = data_len - train_data_len\n",
    "# 开发时使用较小数据\n",
    "scale_factor = 0.6\n",
    "\n",
    "data = data[: int(data_len * scale_factor)]\n",
    "labels = labels[: int(data_len * scale_factor)]\n",
    "data_len = data.shape[0]\n",
    "train_data_len = int(data_len * 0.8)\n",
    "test_data_len = data_len - train_data_len\n",
    "\n",
    "print(f\"train_data_len: {train_data_len}, test_data_len: {test_data_len}\")"
   ],
   "id": "631730c37520251",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_data_len: 24000, test_data_len: 6000\n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-10T05:31:47.073309Z",
     "start_time": "2025-06-10T05:31:47.059493Z"
    }
   },
   "cell_type": "code",
   "source": [
    "X_train = data[:train_data_len]\n",
    "y_train = labels[:train_data_len]\n",
    "X_test = data[train_data_len:]\n",
    "y_test = labels[train_data_len:]\n",
    "print(f\"X_train.shape: {X_train.shape}, y_train.shape: {y_train.shape}\")\n",
    "print(f\"X_test.shape: {X_test.shape}, y_test.shape: {y_test.shape}\")"
   ],
   "id": "55816f1b3cc40d60",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train.shape: (24000, 3072), y_train.shape: (24000,)\n",
      "X_test.shape: (6000, 3072), y_test.shape: (6000,)\n"
     ]
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-10T05:31:47.494042Z",
     "start_time": "2025-06-10T05:31:47.121277Z"
    }
   },
   "cell_type": "code",
   "source": [
    "X_train_scaled = X_train.astype(\"float32\") / 255.0\n",
    "X_test_scaled = X_test.astype(\"float32\") / 255.0\n",
    "X_train_scaled = X_train.astype(\"float32\") / 255.0\n",
    "X_test_scaled = X_test.astype(\"float32\") / 255.0\n",
    "print(f\"压缩后的训练数据: {X_train_scaled.shape}\")\n",
    "print(f\"压缩后的测试数据: {X_test_scaled.shape}\")"
   ],
   "id": "f3185554b06e4a09",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "压缩后的训练数据: (24000, 3072)\n",
      "压缩后的测试数据: (6000, 3072)\n"
     ]
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-10T05:31:49.114451Z",
     "start_time": "2025-06-10T05:31:47.502405Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from sklearn.decomposition import PCA\n",
    "\n",
    "\n",
    "def pca_transform(X_train, X_test):\n",
    "    \"\"\"\n",
    "    使用PCA对数据进行降维\n",
    "    \"\"\"\n",
    "\n",
    "    pca = PCA(n_components=100)  # 保留100个主成分\n",
    "    X_train_pca = pca.fit_transform(X_train)\n",
    "    X_test_pca = pca.transform(X_test)\n",
    "    print(f\"PCA后的训练数据形状: {X_train_pca.shape}\")\n",
    "    print(f\"PCA后的测试数据形状: {X_test_pca.shape}\")\n",
    "    return X_train_pca, X_test_pca\n",
    "\n",
    "\n",
    "X_train_pca, X_test_pca = pca_transform(X_train_scaled, X_test_scaled)"
   ],
   "id": "652938948c58a0f2",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PCA后的训练数据形状: (24000, 100)\n",
      "PCA后的测试数据形状: (6000, 100)\n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-10T05:32:46.748908Z",
     "start_time": "2025-06-10T05:31:49.148090Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from skimage.feature import hog\n",
    "from skimage import exposure\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from skimage import color\n",
    "\n",
    "\n",
    "def extract_hog_features(data):\n",
    "    \"\"\"\n",
    "    对每个图像提取HOG特征\n",
    "    \"\"\"\n",
    "    hog_features = []\n",
    "    hog_images = []\n",
    "\n",
    "    for i in range(data.shape[0]):\n",
    "        # 重塑为32x32的图像 (CIFAR-10图像尺寸)\n",
    "        image = data[i].reshape(32, 32, 3)\n",
    "        # 转换为灰度图像\n",
    "        image = color.rgb2gray(image)\n",
    "\n",
    "        # 提取HOG特征\n",
    "        features, hog_image = hog(\n",
    "            image,\n",
    "            orientations=9,  # 方向数量\n",
    "            pixels_per_cell=(8, 8),  # 每个cell的像素数\n",
    "            cells_per_block=(4, 4),  # 每个block的cell数\n",
    "            visualize=True,  # 返回可视化图像\n",
    "            feature_vector=True,\n",
    "        )  # 返回特征向量\n",
    "\n",
    "        hog_features.append(features)\n",
    "        hog_images.append(hog_image)\n",
    "\n",
    "    return np.array(hog_features), np.array(hog_images)\n",
    "\n",
    "\n",
    "# 对训练集和测试集提取HOG特征\n",
    "print(\"正在提取训练集HOG特征...\")\n",
    "X_train_hog, X_train_hog_images = extract_hog_features(X_train)\n",
    "\n",
    "print(\"正在提取测试集HOG特征...\")\n",
    "X_test_hog, X_test_hog_images = extract_hog_features(X_test)"
   ],
   "id": "748a943203ffa91b",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "正在提取训练集HOG特征...\n",
      "正在提取测试集HOG特征...\n"
     ]
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-10T05:32:46.764449Z",
     "start_time": "2025-06-10T05:32:46.757422Z"
    }
   },
   "cell_type": "code",
   "source": [
    "print(f\"X_train_hog.shape: {X_train_hog.shape}, X_test_hog.shape: {X_test_hog.shape}\")\n",
    "print(\n",
    "    f\"X_train_hog_images.shape: {X_train_hog_images.shape}, X_test_hog_images.shape: {X_test_hog_images.shape}\"\n",
    ")"
   ],
   "id": "8c8af9a63adeb5ed",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_train_hog.shape: (24000, 144), X_test_hog.shape: (6000, 144)\n",
      "X_train_hog_images.shape: (24000, 32, 32), X_test_hog_images.shape: (6000, 32, 32)\n"
     ]
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-10T05:32:46.982395Z",
     "start_time": "2025-06-10T05:32:46.782607Z"
    }
   },
   "cell_type": "code",
   "source": [
    "image_origin = X_test[0].reshape(3, 32, 32).transpose(1, 2, 0)\n",
    "image_now = X_test_hog_images[0].reshape(32, 32)\n",
    "image_now = exposure.rescale_intensity(image_now, in_range=(0, 10), out_range=(0, 255))\n",
    "image_now = image_now.astype(np.uint8)\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.title(\"原图\")\n",
    "plt.axis(\"off\")\n",
    "plt.imshow(image_origin)\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title(\"HOG特征\")\n",
    "plt.axis(\"off\")\n",
    "plt.imshow(image_now)"
   ],
   "id": "10f47e1b9c92f929",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x237bab66f80>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-10T05:32:51.005166Z",
     "start_time": "2025-06-10T05:32:46.998674Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def extract_color_histogram_features(data):\n",
    "    \"\"\"\n",
    "    对每个图像提取颜色直方图特征\n",
    "    \"\"\"\n",
    "    hist_features = []\n",
    "\n",
    "    for i in range(data.shape[0]):\n",
    "        # 重塑为32x32x3的图像 (CIFAR-10图像尺寸)\n",
    "        image = data[i].reshape(32, 32, 3)\n",
    "\n",
    "        # 分别计算RGB三个通道的直方图\n",
    "        hist_r = np.histogram(image[:, :, 0], bins=128, range=(0, 255))[0]\n",
    "        hist_g = np.histogram(image[:, :, 1], bins=128, range=(0, 255))[0]\n",
    "        hist_b = np.histogram(image[:, :, 2], bins=128, range=(0, 255))[0]\n",
    "\n",
    "        # 连接三个通道的直方图作为特征\n",
    "        hist_feature = np.concatenate([hist_r, hist_g, hist_b])\n",
    "\n",
    "        # 归一化特征\n",
    "        hist_feature = hist_feature / np.sum(hist_feature)\n",
    "\n",
    "        hist_features.append(hist_feature)\n",
    "\n",
    "    return np.array(hist_features)\n",
    "\n",
    "\n",
    "# 对训练集和测试集提取颜色直方图特征\n",
    "print(\"正在提取训练集颜色直方图特征...\")\n",
    "X_train_color = extract_color_histogram_features(X_train)\n",
    "\n",
    "print(\"正在提取测试集颜色直方图特征...\")\n",
    "X_test_color = extract_color_histogram_features(X_test)\n",
    "\n",
    "print(\n",
    "    f\"X_train_color.shape: {X_train_color.shape}, X_test_color.shape: {X_test_color.shape}\"\n",
    ")"
   ],
   "id": "16a06f17541fc616",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "正在提取训练集颜色直方图特征...\n",
      "正在提取测试集颜色直方图特征...\n",
      "X_train_color.shape: (24000, 384), X_test_color.shape: (6000, 384)\n"
     ]
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-10T05:32:51.037245Z",
     "start_time": "2025-06-10T05:32:51.023239Z"
    }
   },
   "cell_type": "code",
   "source": [
    "classifiers = {\n",
    "    \"Logistic Regression\": {\n",
    "        \"model\": LogisticRegression(random_state=42),\n",
    "        \"params\": {\"C\": [0.01, 0.05, 0.1], \"max_iter\": [2000]},\n",
    "    },\n",
    "    \"SVM\": {\n",
    "        \"model\": SVC(random_state=42),\n",
    "        \"params\": {\"C\": [0.01, 0.05, 0.1], \"kernel\": [\"linear\", \"rbf\"]},\n",
    "    },\n",
    "    \"Decision Tree\": {\n",
    "        \"model\": DecisionTreeClassifier(random_state=42),\n",
    "        \"params\": {\n",
    "            \"max_depth\": [None, 30, 50, 200],\n",
    "            \"min_samples_split\": [2, 5, 10, 20],\n",
    "        },\n",
    "    },\n",
    "    \"Random Forest\": {\n",
    "        \"model\": RandomForestClassifier(random_state=42),\n",
    "        \"params\": {\"n_estimators\": [100, 1000], \"max_depth\": [None, 30, 50, 200]},\n",
    "    },\n",
    "    \"KNN\": {\n",
    "        \"model\": KNeighborsClassifier(),\n",
    "        \"params\": {\"n_neighbors\": [10, 20], \"weights\": [\"uniform\", \"distance\"]},\n",
    "    },\n",
    "    \"Naive Bayes\": {\"model\": GaussianNB(), \"params\": {}},\n",
    "}"
   ],
   "id": "e256f2af1c173c33",
   "outputs": [],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-10T06:06:35.008512Z",
     "start_time": "2025-06-10T05:32:51.054248Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def train_and_evaluate_classifiers(X_train, y_train, X_test, y_test, classifiers):\n",
    "    \"\"\"\n",
    "    训练和评估多个分类器\n",
    "\n",
    "    参数:\n",
    "    X_train: 训练集特征\n",
    "    y_train: 训练集标签\n",
    "    X_test: 测试集特征\n",
    "    y_test: 测试集标签\n",
    "    classifiers: 分类器字典\n",
    "\n",
    "    返回:\n",
    "    best_models, best_scores, cv_scores, training_times: 各分类器的结果\n",
    "    \"\"\"\n",
    "    # 存储每个分类器的最佳模型和分数\n",
    "    best_models = {}\n",
    "    best_scores = {}\n",
    "    cv_scores = {}\n",
    "    training_times = {}\n",
    "\n",
    "    # 循环每个分类器，进行训练和评估\n",
    "    for name, clf in classifiers.items():\n",
    "        print(f\"\\n正在训练 {name}...\")\n",
    "        start_time = time.time()\n",
    "\n",
    "        # 使用GridSearchCV找到最佳参数\n",
    "        if clf[\"params\"]:\n",
    "            grid_search = GridSearchCV(\n",
    "                clf[\"model\"], clf[\"params\"], cv=3, n_jobs=-1, scoring=\"accuracy\"\n",
    "            )\n",
    "            grid_search.fit(X_train, y_train)\n",
    "            best_model = grid_search.best_estimator_\n",
    "            best_params = grid_search.best_params_\n",
    "            print(f\"最佳参数: {best_params}\")\n",
    "        else:\n",
    "            best_model = clf[\"model\"]\n",
    "            best_model.fit(X_train, y_train)\n",
    "\n",
    "        # 记录训练时间\n",
    "        training_times[name] = time.time() - start_time\n",
    "\n",
    "        # 计算训练集和测试集的准确率\n",
    "        train_pred = best_model.predict(X_train)\n",
    "        train_accuracy = accuracy_score(y_train, train_pred)\n",
    "\n",
    "        test_pred = best_model.predict(X_test)\n",
    "        test_accuracy = accuracy_score(y_test, test_pred)\n",
    "\n",
    "        # 保存最佳模型和分数\n",
    "        best_models[name] = best_model\n",
    "        best_scores[name] = test_accuracy\n",
    "\n",
    "        # 使用交叉验证评估模型\n",
    "        cv_score = cross_val_score(\n",
    "            best_model, X_train, y_train, cv=5, scoring=\"accuracy\"\n",
    "        )\n",
    "        cv_scores[name] = np.mean(cv_score)\n",
    "\n",
    "        print(f\"训练集准确率: {train_accuracy:.4f}\")\n",
    "        print(f\"测试集准确率: {test_accuracy:.4f}\")\n",
    "        print(f\"交叉验证准确率: {np.mean(cv_score):.4f} ± {np.std(cv_score):.4f}\")\n",
    "        print(f\"训练时间: {training_times[name]:.2f} 秒\")\n",
    "\n",
    "        # 计算并绘制混淆矩阵\n",
    "        plt.figure(figsize=(10, 8))\n",
    "        cm = confusion_matrix(y_test, test_pred)\n",
    "        sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\")\n",
    "        plt.title(f\"{name} 混淆矩阵\")\n",
    "        plt.xlabel(\"预测标签\")\n",
    "        plt.ylabel(\"真实标签\")\n",
    "        plt.show()\n",
    "\n",
    "    return best_models, best_scores, cv_scores, training_times\n",
    "\n",
    "\n",
    "# 调用函数进行训练和评估\n",
    "best_models, best_scores, cv_scores, training_times = train_and_evaluate_classifiers(\n",
    "    X_train_pca, y_train, X_test_pca, y_test, classifiers\n",
    ")"
   ],
   "id": "5a82a394f5c7cfa8",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 Logistic Regression...\n",
      "最佳参数: {'C': 0.01, 'max_iter': 2000}\n",
      "训练集准确率: 0.4101\n",
      "测试集准确率: 0.3960\n",
      "交叉验证准确率: 0.3937 ± 0.0042\n",
      "训练时间: 3.86 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 SVM...\n",
      "最佳参数: {'C': 0.1, 'kernel': 'rbf'}\n",
      "训练集准确率: 0.4537\n",
      "测试集准确率: 0.4213\n",
      "交叉验证准确率: 0.4155 ± 0.0086\n",
      "训练时间: 128.77 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 Decision Tree...\n",
      "最佳参数: {'max_depth': 30, 'min_samples_split': 20}\n",
      "训练集准确率: 0.6640\n",
      "测试集准确率: 0.2705\n",
      "交叉验证准确率: 0.2647 ± 0.0069\n",
      "训练时间: 11.24 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 Random Forest...\n",
      "最佳参数: {'max_depth': 30, 'n_estimators': 1000}\n",
      "训练集准确率: 1.0000\n",
      "测试集准确率: 0.4808\n",
      "交叉验证准确率: 0.4725 ± 0.0041\n",
      "训练时间: 627.11 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 KNN...\n",
      "最佳参数: {'n_neighbors': 10, 'weights': 'distance'}\n",
      "训练集准确率: 1.0000\n",
      "测试集准确率: 0.3728\n",
      "交叉验证准确率: 0.3611 ± 0.0087\n",
      "训练时间: 4.05 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "正在训练 Naive Bayes...\n",
      "训练集准确率: 0.3438\n",
      "测试集准确率: 0.3370\n",
      "交叉验证准确率: 0.3326 ± 0.0084\n",
      "训练时间: 0.01 秒\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-10T06:06:35.322376Z",
     "start_time": "2025-06-10T06:06:35.073316Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 找出性能最好的模型\n",
    "best_classifier = max(best_scores, key=best_scores.get)\n",
    "best_accuracy = best_scores[best_classifier]\n",
    "final_model = best_models[best_classifier]\n",
    "\n",
    "print(f\"\\n性能最好的模型: {best_classifier}\")\n",
    "print(f\"测试集准确率: {best_accuracy:.4f}\")\n",
    "\n",
    "# 可视化不同模型的性能比较\n",
    "plt.figure(figsize=(12, 6))\n",
    "names = list(best_scores.keys())\n",
    "scores = [best_scores[name] for name in names]\n",
    "cv = [cv_scores[name] for name in names]\n",
    "times = [training_times[name] for name in names]\n",
    "\n",
    "# 准确率对比\n",
    "plt.subplot(1, 2, 1)\n",
    "bars = plt.bar(names, scores, color=\"skyblue\")\n",
    "plt.ylim(0, 1)\n",
    "plt.ylabel(\"测试集准确率\")\n",
    "plt.title(\"不同分类器的准确率比较\")\n",
    "plt.xticks(rotation=45, ha=\"right\")\n",
    "for bar in bars:\n",
    "    height = bar.get_height()\n",
    "    plt.text(\n",
    "        bar.get_x() + bar.get_width() / 2.0,\n",
    "        height + 0.01,\n",
    "        f\"{height:.4f}\",\n",
    "        ha=\"center\",\n",
    "        va=\"bottom\",\n",
    "    )\n",
    "\n",
    "# 训练时间对比\n",
    "plt.subplot(1, 2, 2)\n",
    "bars = plt.bar(names, times, color=\"salmon\")\n",
    "plt.ylabel(\"训练时间 (秒)\")\n",
    "plt.title(\"不同分类器的训练时间比较\")\n",
    "plt.xticks(rotation=45, ha=\"right\")\n",
    "for bar in bars:\n",
    "    height = bar.get_height()\n",
    "    plt.text(\n",
    "        bar.get_x() + bar.get_width() / 2.0,\n",
    "        height + 0.1,\n",
    "        f\"{height:.2f}s\",\n",
    "        ha=\"center\",\n",
    "        va=\"bottom\",\n",
    "    )\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "4112f89ec6c64c38",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "性能最好的模型: Random Forest\n",
      "测试集准确率: 0.4808\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
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}
